{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## XAI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "此notebook提供了模型可解释性(XAI)工具的使用方式，支持计算单个样本的特征贡献度（attribution），帮助用户更好的理解预测结果是如何形成的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "具体流程如下："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、导入数据库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import paddle\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "np.random.seed(123456)\n",
    "paddle.seed(123456)\n",
    "\n",
    "from paddlets import TSDataset\n",
    "from paddlets.models.forecasting import NBEATSModel\n",
    "from paddlets.transform import StandardScaler\n",
    "from paddlets.pipeline.pipeline import Pipeline\n",
    "from paddlets.utils.backtest import backtest\n",
    "from paddlets.analysis import Seasonality, Acf, Correlation\n",
    "from paddlets.datasets.repository import dataset_list, get_dataset, DATASETS\n",
    "from paddlets.xai.post_hoc.shap_explainer import ShapExplainer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = get_dataset('ECL')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from paddlets.datasets.tsdataset import TimeSeries\n",
    "#选择一部分列放入known_cov\n",
    "ts_known = TimeSeries(data[['MT_001', ]], freq='1H').copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#减少列数提高后续计算效率\n",
    "ts_cols = data.columns\n",
    "keep_cols = ['MT_000', ]\n",
    "remove_cols = []\n",
    "for col, types in ts_cols.items():\n",
    "    if (types is 'target'):\n",
    "        continue\n",
    "    if (col not in keep_cols):\n",
    "        remove_cols.append(col)\n",
    "remove_cols\n",
    "\n",
    "data.drop(remove_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.set_known_cov(ts_known)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、样本划分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data, _ = data.split('2014-06-30')\n",
    "train_data, test_data = data.split('2014-06-15')\n",
    "train_data, val_data = train_data.split('2014-06-01')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4、参数选择"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#目标列历史长度生成特征\n",
    "in_chunk_len = 24\n",
    "#预测未来长度\n",
    "out_chunk_len = 24\n",
    "#训练区间与预测区间相隔长度\n",
    "skip_chunk_len = 0\n",
    "#sampling_stride\n",
    "sampling_stride = 24\n",
    "#模型额外参数指定\n",
    "max_epochs = 10\n",
    "patience = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5、构建场景pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipeline_list = [(StandardScaler, {}), \n",
    "                 (NBEATSModel, {'in_chunk_len': in_chunk_len, \n",
    "                                'out_chunk_len': out_chunk_len, \n",
    "                                'skip_chunk_len': skip_chunk_len, \n",
    "                                'max_epochs': max_epochs, \n",
    "                                'patience': patience})\n",
    "                ]\n",
    "pipe = Pipeline(pipeline_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6、pipeline训练"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2022-12-21 14:32:52,081] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 000| loss: 0.369674| val_0_mae: 0.399982| 0:00:15s\n",
      "[2022-12-21 14:33:07,176] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 001| loss: 0.212269| val_0_mae: 0.359164| 0:00:30s\n",
      "[2022-12-21 14:33:21,983] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 002| loss: 0.177731| val_0_mae: 0.346541| 0:00:44s\n",
      "[2022-12-21 14:33:36,705] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 003| loss: 0.156180| val_0_mae: 0.328719| 0:00:59s\n",
      "[2022-12-21 14:33:51,574] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 004| loss: 0.141895| val_0_mae: 0.327692| 0:01:14s\n",
      "[2022-12-21 14:34:06,088] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 005| loss: 0.129950| val_0_mae: 0.320174| 0:01:29s\n",
      "[2022-12-21 14:34:20,602] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 006| loss: 0.120311| val_0_mae: 0.330323| 0:01:43s\n",
      "[2022-12-21 14:34:34,977] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 007| loss: 0.112348| val_0_mae: 0.320250| 0:01:57s\n",
      "[2022-12-21 14:34:49,813] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 008| loss: 0.105612| val_0_mae: 0.310921| 0:02:12s\n",
      "[2022-12-21 14:35:04,150] [paddlets.models.common.callbacks.callbacks] [INFO] epoch 009| loss: 0.099543| val_0_mae: 0.329499| 0:02:27s\n",
      "[2022-12-21 14:35:04,155] [paddlets.models.common.callbacks.callbacks] [INFO] Stop training because you reached max_epochs = 10 with best_epoch = 8 and best_val_0_mae = 0.310921\n",
      "[2022-12-21 14:35:04,156] [paddlets.models.common.callbacks.callbacks] [INFO] Best weights from best epoch are automatically used!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<paddlets.pipeline.pipeline.Pipeline at 0x7f1e54fd5dd8>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.fit(train_data, val_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7、pipeline预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_data_fea, test_data = test_data.split('2014-06-29 00:00:00')\n",
    "pred = pipe.predict(test_data_fea)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          MT_320\n",
      "2014-06-29 01:00:00  2932.833496\n",
      "2014-06-29 02:00:00  2855.155518\n",
      "2014-06-29 03:00:00  2675.178955\n",
      "2014-06-29 04:00:00  2754.528076\n",
      "2014-06-29 05:00:00  2670.689209\n",
      "2014-06-29 06:00:00  2673.067383\n",
      "2014-06-29 07:00:00  2663.239502\n",
      "2014-06-29 08:00:00  2773.476807\n",
      "2014-06-29 09:00:00  2811.970215\n",
      "2014-06-29 10:00:00  2951.933594\n",
      "2014-06-29 11:00:00  2978.755859\n",
      "2014-06-29 12:00:00  3058.016357\n",
      "2014-06-29 13:00:00  3082.769531\n",
      "2014-06-29 14:00:00  3219.403809\n",
      "2014-06-29 15:00:00  3094.723877\n",
      "2014-06-29 16:00:00  3279.659668\n",
      "2014-06-29 17:00:00  3229.147705\n",
      "2014-06-29 18:00:00  3173.135986\n",
      "2014-06-29 19:00:00  3105.273193\n",
      "2014-06-29 20:00:00  2950.284912\n",
      "2014-06-29 21:00:00  2961.639404\n",
      "2014-06-29 22:00:00  2962.938965\n",
      "2014-06-29 23:00:00  2933.111084\n",
      "2014-06-30 00:00:00  2880.761719\n"
     ]
    }
   ],
   "source": [
    "#预测结果展示\n",
    "print(pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#预测效果展示，黄线为预测值，蓝线为真实值\n",
    "plt.figure()\n",
    "test_data.plot()\n",
    "pred.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8、解释性策略"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于kernel shap方法解释预测结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ShapExplainer`: 帮助用户实现PaddleTS模型与shap解释器之间的链接桥梁，更好的帮助用户理解输出结果性质\n",
    "\n",
    "- `model`: 目前支持输入模型对象包括：PaddleBaseModel及其派生类、Pipeline及其派生类两种(shap_method='deep'时暂时仅支持PaddleBaseModel及其派生类对象)\n",
    "\n",
    "- `background_data`: 背景板数据，通常为用户训练模型使用的训练集\n",
    "\n",
    "- `background_sample_number`: 针对背景板数据采样条目数量（数量越多，计算效率越低）\n",
    "\n",
    "- `shap_method`: 支持的shap解释性方法策略，目前仅支持kernel shap方法\n",
    "\n",
    "- `task_type`: 支持的模型任务类型，目前仅支持回归任务\n",
    "\n",
    "- `seed`: 背景板采用随机数种子\n",
    "\n",
    "- `use_paddleloader`: 是否使用paddle loader的方式加速训练效率，目前仅支持PaddleBaseModel及其派生类且当shap_method='kernel'时生效\n",
    "\n",
    "- `kwargs`: 其他参数信息用于传入shap_method"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#base data process.\n",
    "se = ShapExplainer(pipe, train_data, background_sample_number=10, keep_index=True, use_paddleloader=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ShapExplainer.explain`: 帮助用户计算需要解释性的样本，给出特征贡献度\n",
    "\n",
    "- `foreground_data`: 需要解释性的数据集合，一般为预测数据集\n",
    "- `nsamples`: 解释每个预测时重新评估模型的次数。更多的样本导致SHAP值的方差估计更低。默认nsamples=100\n",
    "- `sample_start_index`: 样本索引，默认仅一条样本（最后一条）\n",
    "- `sample_num`: foreground_data数据集产出的样本中需要解释性样本的数量，默认最后一条（即预测未来时间的样本）\n",
    "- `kwargs`: 其他参数用于传入shap.explainer.shap_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6a82952585d24077bee4630fedf283d9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2022-12-21 14:35:07,112] [shap] [INFO] num_full_subsets = 0\n",
      "[2022-12-21 14:35:07,113] [shap] [INFO] num_paired_subset_sizes = 47\n",
      "[2022-12-21 14:35:07,117] [shap] [INFO] weight_left = 1.0\n",
      "[2022-12-21 14:38:13,863] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:13,864] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,085] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,087] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,118] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,119] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,154] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,155] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,187] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,188] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,226] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,229] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,256] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,258] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,303] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,304] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,340] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,342] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,376] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,377] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,414] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,415] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,451] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,452] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,491] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,492] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,536] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,537] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,568] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,569] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,597] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,598] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,630] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,631] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,658] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,659] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,687] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,688] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,723] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,724] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,752] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,753] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,780] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,781] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,815] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,816] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n",
      "[2022-12-21 14:38:14,849] [shap] [INFO] np.sum(w_aug) = 96.0\n",
      "[2022-12-21 14:38:14,850] [shap] [INFO] np.sum(self.kernelWeights) = 0.9999999999999999\n"
     ]
    }
   ],
   "source": [
    "shap_value = se.explain(test_data_fea, nsamples=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.1 特征贡献叠加图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ShapExplainer.force_plot`: 采用加性图层展示需要解释性的样本数据时间点。展示结果中lag_0代表in_chunk_len最后一个时刻，lag_1代表out_chunk_len的第一个时刻\n",
    "\n",
    "- `out_chunk_indice`: 待解释的时间点索引\n",
    "\n",
    "- `sample_index`: 参与计算的样本索引，默认第一条\n",
    "\n",
    "- `kwargs`: 其他参数传入shap.force_plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NOTE：图层内容具体如下\n",
    "- 图层下面代表当前预测样本的某个输入时间步的某个特征具体数值（如MT_320:target_lag_0 = 2983.0，代表着MT320特征在in_chunk_len最后一个时间步的数值为2983.0，该特征属于target变量）\n",
    "- 蓝色框代表该变量带来的特征贡献度为负值，使得base value(背景板在该预测时间步的预测均值)，红色框该变量带来的特征贡献度为正值\n",
    "- 方框长度代表着特征贡献度的绝对值大小\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#contribution_threshold控制显示下面内容的变量，仅该特征贡献度占所有特征贡献度总和的百分比大于该值时显示\n",
    "se.force_plot(out_chunk_indice=[3, 4], sample_index=0, contribution_threshold=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.2 特征重要性展示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ShapExplainer.summary_plot`: 针对指定的待预测时间点(out_chunk_indice)计算特征贡献度数值并排序\n",
    "\n",
    "- `out_chunk_indice`: 待解释的时间点索引\n",
    "\n",
    "- `sample_index`: 被解释的样本索引，默认第一条\n",
    "\n",
    "- `kwargs`: 其他参数传入shap.summary_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "se.summary_plot(out_chunk_indice=[1, 5], sample_index=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 8.3 多维度输出贡献值展示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`ShapExplainer.plot`: 计算参与计算的样本特征贡献度数值在不同维度对预测向量的影响程度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `method`: 展示方法，可选：'OI'(预测时间长度out_chunk_len和输入时间长度in_chunk_len + out_chunk_len(known_cov存在时)), 'OV'(预测时间长度out_chunk_len和特征变量variable), 'IV'(输入时间长度和特征变量), 'I'(输入时间长度), and 'V'(特征变量).\n",
    "\n",
    "- `sample_index`: 参与计算的样本索引，默认第一条\n",
    "\n",
    "- `kwargs`: 其他参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8.3.1 特征变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 以下展示每个特征变量在所有输入时间步和所有输出时间步上的特征贡献度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x194.4 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示每个特征变量的特征贡献度\n",
    "se.plot(method='V')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8.3.2 输入时间步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 以下展示每个输入时间步在所有特征和所有输出时间步上的特征贡献度（TOP20）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x684 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示每个输入时间步的特征贡献度\n",
    "se.plot(method='I')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8.3.3 输入时间步与输出时间步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 以下展示每个输入时间步和每个输出时间步在所有特征变量上的特征贡献度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2880x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示每个输入时间步与每个输出时间步之间的特征贡献度\n",
    "se.plot(method='OI')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8.3.4 特征变量和输出时间步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 以下展示每个特征变量和每个输出时间步在所有输入时间步上的特征贡献度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示每个特征变量与每个输出时间步之间的特征贡献度\n",
    "se.plot(method='OV')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 8.3.5 特征变量和输入时间步"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: 以下展示每个输入时间步和每个变量在所有输出时间步上的特征贡献度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#展示每个输入时间步与每个特征变量之间的特征贡献度\n",
    "se.plot(method='IV', figsize=(30, 5))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
